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Pico is a lightweight MES with limited connected worker capabilities. Dozuki connects standard work, training, execution, and feedback in one platform, so every approved standard becomes training and every frontline observation improves the next revision.
See how each platform supports the people who create instructions, prepare workers, manage changes, and verify execution.
| Feature | Dozuki | Pico |
|---|---|---|
| Digital Standard Work Develop consistent, visual step-by-step procedures using structured formats that are straightforward to follow and modify. | ||
| Version History & Audit Trails Maintain comprehensive revision records, restore prior versions, and document all changes. | ||
| Approval Workflows Route content through configurable review and approval steps before reaching workers. | ||
| Periodic Review Schedule recurring content reviews to ensure procedures stay accurate, compliant, and current. | ||
| Rich Media Instructions Include annotated images, video, files, and visual guidance to boost comprehension. | ||
| Scheduled Releases Coordinate publishing, communication, and retraining with advance planning. | ||
| Machine Translation Deliver standardized knowledge across multilingual workforces rapidly. | ||
| QR Code Access Link equipment and workstations directly to relevant guides, categories, or workflows. | ||
| Enterprise Search Enable workers to quickly locate approved answers across guides, wikis, and files. | ||
| Role-Based Learning Assign appropriate learning by role, responsibility, location, team, or qualification. | ||
| Guided Onboarding Create repeatable learning paths that help newcomers become productive faster. | ||
| Work-Centric Courses Construct training from real procedures using video, imagery, and operational content. | ||
| Embedded Assessments Validate comprehension with quizzes directly tied to approved Guides and Wikis. | ||
| On-the-Job Validation Confirm real-world proficiency through practical assessments and supervisor sign-off. | ||
| Skills Management Map qualifications, identify skill gaps, and assess workforce capability. | ||
| Automated Retraining Trigger retraining when standards change, qualifications expire, or roles evolve. | ||
| Compliance Reporting Track completion, overdue assignments, certifications, and readiness across teams. | ||
| TWI Job Instruction Support repeatable teaching with Job Instruction Breakdown views built for TWI. | ||
| SCORM Compatibility Blend external eLearning libraries with work-centered training in one experience, backed by a Vector Training Solutions partnership for direct SCORM import and pre-packaged content. | ||
| Training Performance Understand completion duration and identify where learners slow down or get stuck. | ||
| Audit-Ready Records Generate complete course completion records with assessment and data capture evidence. | ||
| Digital Forms & Checklists Replace paper with structured inputs for production, quality, safety, and compliance. | ||
| Work Order Management Assign, track, execute, and resume operational work from one connected system. | ||
| Required Data Inputs Enforce required fields, quality checks, sign-offs, and checkpoints during execution. | ||
| Real-Time Traceability Create timestamped, attributable records across shifts, assets, sites, and teams. | ||
| Supervisor Sign-Off Review and approve completed work without paper handoffs or delayed escalation. | ||
| Conditional Workflows Adapt instructions and data capture based on responses, conditions, or task status. | ||
| Deviation Tracking Monitor exceptions across operations and identify recurring issues that need action. | ||
| Offline Execution Keep procedures and work orders available when connectivity is limited. | ||
| Operational Control Center Monitor active work, status, issues, and execution across frontline operations. | ||
| Frontline Comments Capture observations, questions, and improvement ideas directly within procedures. | ||
| Media-Rich Feedback Attach photos and video to provide clear context from the point of work. | ||
| Comment Resolution Assign ownership, resolve issues, and maintain accountability for follow-through. | ||
| Change Awareness Highlight updates so workers quickly understand what changed and why. | ||
| Digest Notifications Keep users informed of relevant updates without overwhelming them with alerts. | ||
| Structured Improvement Loop Turn feedback into approved standards, retraining, and measurable operational change. | ||
| Training Dashboards Track assignment status, completion, overdue learning, and workforce readiness. | ||
| Training Performance Identify completion times, bottlenecks, and stages where learners need support. | ||
| Skills Visibility Understand qualifications, gaps, and available capability across teams and sites. | ||
| Workflow Reporting Analyze completion, execution, data capture, and operational activity. | ||
| Deviation Analytics Surface recurring exceptions and patterns across production and frontline work. | ||
| Adoption & Utilization Measure how workers and teams engage with content, training, and workflows. | ||
| Data Connector Bring Dozuki data into Power BI, Tableau, and enterprise analytics environments. | ||
| Unified Reporting Combine Dozuki data with HR, production, quality, and performance systems. | ||
| API & Webhooks Sync data, automate workflows, and connect Dozuki with other business systems. | ||
| SCIM & SSO Automate user provisioning, deactivation, team assignment, and secure access. | ||
| HRIS Integration Align roles, managers, locations, training assignments, and employee lifecycle data. | ||
| LMS Integration Unify compliance and operational learning while consolidating training records. | ||
| MES Integration Trigger guidance and workflows based on machine status, production events, or jobs. | ||
| EAM / CMMS Integration Embed standard work in asset maintenance and return verified execution records. | ||
| ERP Integration Connect frontline execution with inventory, materials, work orders, and planning. | ||
| BI Integration Combine frontline data with enterprise analytics for broader operational insight. | ||
| Accelerated Deployment Launch faster with expert-led setup, structure, configuration, and rollout support. | ||
| Legacy Content Conversion Transform paper, PDFs, presentations, and documents into usable digital standards. | ||
| Site Architecture Design categories, permissions, workflows, and governance for long-term scale. | ||
| Training & Enablement Build confident administrators, authors, trainers, supervisors, and frontline users. | ||
| Change Management Support process, behavior, and cultural change across manufacturing environments. | ||
| Integration Optimization Connect Dozuki to enterprise systems while minimizing complexity and duplication. | ||
| Software Validation Maintain audit-ready validation evidence for regulated environments and releases. | ||
| Transformation Best Practices Apply proven methods that reduce false starts and improve long-term adoption. | ||
| Assistant Answers questions, generates content, advises users, initiates action, and coordinates specialized agents. | ||
| Knowledge Agent Provides conversational access to approved operational knowledge. | ||
| Digitization Agent Transforms documents and frontline video into digital work instructions. | ||
| Content Quality Agent Reviews content for clarity, consistency, and frontline readiness. | ||
| Guide Comparison Agent Identifies differences and opportunities to standardize procedures. | ||
| Release Agent Generates release notes for authors during process creation and updates. | ||
| Training Agent Builds targeted learning based on role, work, and performance needs. | ||
| Quiz Agent Generates knowledge checks and assessments from approved content. | ||
| Skills Agent Identifies skill gaps and connects qualified people to critical work. | ||
| Change Agent Explains what changed and keeps teams aligned to new standards. | ||
| Troubleshooting Agent Guides workers through diagnosis using approved procedures and context. | ||
| Visual Verification Agent Uses images and video to help verify work was completed correctly. | ||
| Operations Agent Coordinates workflows and recommends actions that improve execution. | ||
| Audit Prep Agent Assembles evidence and identifies gaps before an audit. | ||
| CI Agent Finds recurring problems and recommends improvement opportunities. | ||
| Insights Agent Surfaces trends, anomalies, and opportunities across operational data. | ||
| Analytics Agent Answers business questions and explains performance using Dozuki data. | ||
| GovCloud Hosting Host data in a government-community cloud built for regulated, defense-adjacent, and public-sector environments. | ||
| Wearable Device Support Extend hands-free access to work instructions and data capture to industrial wearable devices. | ||
| ITAR Certified Infrastructure Protect sensitive data with ITAR-certified infrastructure, meeting strict export control compliance standards. | ||
| Availability: 99.95% Ensure reliable platform access with 99.95% system uptime, minimizing disruptions to critical operations. | ||
| ISO 9001:2015 Meet ISO 9001:2015 standards with tools for standardized procedures, document control, and continuous improvement. | ||
| Encryption at Rest and in Transit Protect sensitive data with robust encryption, securing information whether stored or transmitted. | ||
| IP Whitelisting Restrict access to authorized networks only, enhancing security and preventing unauthorized connections. | ||
| SOC 2 Compliance Adhere to rigorous security standards, ensuring data integrity and customer trust in a secure environment. | ||
| Sandbox Environment Test and refine workflows in a risk-free environment, enabling experimentation and training without affecting live operations. | ||
| Regional Deployment Deploy in specific international regions, such as APAC, to meet local data residency needs beyond U.S.-based GovCloud. | ||
Create, control, translate, approve, and distribute the operational standards your workforce depends on.
Develop consistent, visual step-by-step procedures using structured formats that are straightforward to follow and modify.
Structured, step-by-step visual work instructions built for the shop floor.
A slide-style editor builds step-by-step instructions with images, video, PDFs, and product variants.
Schedule recurring content reviews to ensure procedures stay accurate, compliant, and current.
Recurring review cycles keep every procedure accurate, compliant, and current.
No scheduled or expiration-based content review workflow.
Route content through configurable review and approval steps before reaching workers
Native multi-stage approvals with automatic change detection, ready out of the box.
Revisions go through an approval process before release.
Include annotated images, video, files, and visual guidance to boost comprehension.
In-line annotation and markup built for visual, easy-to-follow instructions.
Steps display images, video, and PDFs.
Turn standard work into structured learning. Assign by role, validate understanding, track qualifications, and keep teams ready as standards evolve.
Assign appropriate learning by role, responsibility, location, team, or qualification.
Courses built from real procedures, assigned automatically by role, location, or qualification.
No learning paths or role-based curriculum. Access to processes is controlled through a skills matrix.
Map qualifications, identify skill gaps, and assess workforce capability.
A live skills matrix that maps qualifications and surfaces gaps automatically.
A skills matrix records operator training levels and restricts which processes each operator can run.
Confirm real-world proficiency through practical assessments and supervisor sign-off.
Supervisor sign-off and practical assessments built into the training flow.
Supervisors set each operator's training level, without a structured assessment or sign-off workflow.
Support repeatable teaching with Job Instruction Breakdown views built for TWI methodology.
Exclusive TWI Institute partnership, with JIB views purpose-built for the methodology.
No TWI capability or Job Instruction Breakdown format.
Guide consistent execution with digital forms, enforced checkpoints, work orders, approvals, and traceable data collected directly from the floor.
Replace paper with structured inputs for production, quality, safety, and compliance.
Purpose-built forms and checklists ready to deploy out of the box.
Operator inputs and measurements are captured inside instruction steps, without a standalone form or checklist builder.
Assign, track, execute, and resume operational work from one connected system.
One connected system for assigning, tracking, and resuming operational work.
Work orders sync from the ERP and release to the floor with progress tracking, without a scheduling module.
Create timestamped, attributable records across shifts, assets, sites, and teams.
Timestamped, attributable records generated automatically as work happens.
Operator inputs, tool results, part scans, and images are recorded against serial numbers and work orders.
Review and approve completed work without paper handoffs or delayed escalation.
Review and approval of completed work happens without paper handoffs or delayed escalation.
Supervised versus unsupervised work is set in the skills matrix, without a dedicated sign-off workflow.
Give the frontline a voice in how work improves. Capture feedback in context, route it to the right people, and connect every approved change back to training and execution.
Capture observations, questions, and improvement ideas directly within procedures.
Comments and media captured directly in context, at the point of work.
Operators leave quality notes during a build that alert engineers.
Assign ownership, resolve issues, and maintain accountability for follow-through.
Feedback resolves inside the guide itself, routed through versioning and approval so it becomes part of the approved standard.
Quality notes alert engineers, with follow-up handled in an external quality system.
Highlight updates so workers quickly understand what changed and why.
Workers must acknowledge what changed before continuing; no silent updates.
Operators are notified when a process changes, without a required acknowledgement before continuing.
Turn feedback into approved standards, retraining, and measurable operational change.
A closed loop from frontline feedback to approved standard to retraining.
Quality notes flag problem steps to engineers, without a loop that ties feedback to revised standards and retraining.
Turn frontline activity into visibility. Measure knowledge adoption, learning progress, work execution, deviations, and operational performance.
Analyze completion, execution, data capture, and operational activity.
Completion, execution, and data-capture activity analyzed from one connected system.
Dashboards cover cycle time, step time, builds, and station throughput.
Surface recurring exceptions and patterns across production and frontline work.
Recurring exceptions and patterns surfaced automatically from execution data.
Build data shows tool results and notes, without trend analysis of recurring exceptions.
Understand qualifications, gaps, and available capability across teams and sites.
A live view of qualifications, gaps, and available capability across sites.
The skills matrix shows each operator's training level, without a cross-site skills or gap view.
Bring Dozuki data into Power BI, Tableau, and enterprise analytics environments.
A native connector purpose-built around frontline data.
Connectors for Power BI, Tableau, Sigma, HEX, Metabase, and Excel, with direct SQL access.
Connect frontline knowledge, training, and execution with the enterprise systems that manage people, production, assets, identity, and reporting.
Trigger guidance and workflows based on machine status, production events, or jobs.
Native integration patterns built for live production systems.
Connects to Ignition, Kepware, and Delmia, and positions itself as the MES layer.
Embed standard work in asset maintenance and return verified execution records.
Standard work embedded directly into maintenance systems, with verified records returned.
No maintenance-system connector.
Align roles, managers, locations, training assignments, and employee lifecycle data.
Roles, managers, locations, and employee lifecycle data stay aligned automatically.
No HRIS connector.
Combine frontline data with enterprise analytics for broader operational insight.
Frontline data combines directly with enterprise analytics for broader operational insight.
Native connections to Power BI, Tableau, Sigma, HEX, Metabase, and Excel.
Reduce internal strain and accelerate time to value with experienced guidance, conversion services, implementation support, and scalable enablement.
Launch faster with expert-led setup, structure, configuration, and rollout support.
A dedicated team designs your architecture, governance, and rollout.
A deployment team provides onsite help, and individual stations can go live in hours.
Transform paper, PDFs, presentations, and documents into usable digital standards.
A dedicated team of experienced technical writers converts your paper, PDFs, and legacy documents into usable digital standards.
Customers convert their own content using a free template, with no conversion service or AI conversion.
Maintain audit-ready validation evidence for regulated environments and releases.
Audit-ready validation evidence, including FDA 21 CFR Part 11 support.
No 21 CFR Part 11 validation service.
Build confident administrators, authors, trainers, supervisors, and frontline users.
A structured enablement program for every role in the rollout.
A self-serve training center, interactive tours, and webinars, plus onsite help during deployment.
The intelligence, governance, reasoning, and orchestration layer across Dozuki.
Answers questions, generates content, advises users, initiates action, and coordinates specialized agents.
Understands intent and coordinates specialized agents across knowledge, workforce, operations, and improvement.
No AI assistant or agent. The one shipped AI capability is machine translation.
Transforms documents and frontline video into digital work instructions.
Turns a recorded process or legacy file into a structured, editable guide automatically.
Instructions are authored manually, with no AI conversion of documents or video.
Generates knowledge checks and assessments from approved content.
Generates assessments straight from approved content, and helps grade them.
No quiz or assessment capability, AI-generated or otherwise.
Finds recurring problems and recommends improvement opportunities.
Recurring problems surfaced automatically, with improvement opportunities recommended.
Quality notes route to engineers manually, with no AI that recommends improvements.
Surfaces trends, anomalies, and opportunities across operational data.
Trends and anomalies surfaced automatically across operational data.
No AI trend or anomaly detection beyond dashboards and BI exports.
Hosting and device options built for regulated, defense-adjacent, and industrial environments.
Host data in a government-community cloud built for regulated, defense-adjacent, and public-sector environments.
A government-community cloud option supports regulated and public-sector deployments.
No GovCloud hosting. Regulated customers deploy on-premises instead.
Extend hands-free access to work instructions and data capture to industrial wearable devices.
RealWear wearable device support extends hands-free access to instructions and data capture.
Supports a wearable barcode scanner, without RealWear or head-mounted display support.
Protect sensitive data with ITAR-certified infrastructure, meeting strict export control compliance standards.
ITAR-certified infrastructure protects sensitive data and meets strict export control compliance standards for defense-adjacent environments.
ITAR compliance is met through on-premises deployment inside the customer's firewall, without ITAR-certified hosted infrastructure.
Ensure reliable platform access with 99.95% system uptime, minimizing disruptions to critical operations.
A 99.95% uptime SLA keeps critical operations running with minimal disruption.
No published uptime SLA.
Meet ISO 9001:2015 standards with tools for standardized procedures, document control, and continuous improvement.
ISO 9001:2015 certification backs standardized procedures, document control, and continuous improvement.
SOC 2 Type II is the only audit listed, with no ISO 9001:2015 certification.
Deploy in specific international regions, such as APAC, to meet local data residency needs beyond U.S.-based GovCloud.
Deployment in specific overseas regions, such as APAC, meets local data residency needs.
Data stays local through on-premises deployment, without regional cloud hosting options.
No. Dozuki connects work instructions, workforce training, operational execution, and continuous improvement.
Teams use Dozuki to publish approved procedures, train and qualify workers, capture operational data, require quality checks and sign-offs, and turn frontline feedback into better standards. Those activities share the same procedural foundation, so training and execution stay connected as the work changes.
For manufacturers evaluating Pico, that distinction matters: digitizing an assembly station is one requirement. Keeping people trained, procedures current, and execution consistent is a broader operational responsibility.
Dozuki helps address errors before work begins and while it is being performed. Approved visual instructions define the method. Training and practical assessments establish readiness. Required inputs, quality checks, and sign-offs reinforce the process during execution.
Pico emphasizes connected-tool signals and assembly controls. Dozuki brings the worker's preparation and the procedure itself into the quality process. A successful tool cycle cannot establish whether someone understands a revised method, recognizes an abnormal condition, or knows when to escalate. Those are essential parts of consistent execution.
A skills matrix records readiness. A training program develops and verifies it.
Dozuki connects that record to role-based courses, knowledge checks, practical assessments, and trainer sign-offs built around approved procedures. Supervisors can see what someone completed, how proficiency was validated, and where more training is needed.
That reduces the work of coordinating lessons, assessment results, and qualification records separately. The advantage becomes especially clear when onboarding new hires or cross-training employees across jobs.
Publishing a revision does not establish that everyone can perform the revised job.
Dozuki connects procedure updates to retraining, with change awareness, assessments, and completion tracking to help teams put the new standard into practice. Supervisors can identify outstanding training instead of relying on shift announcements and individual follow-up.
This is a key distinction when comparing platforms: approving a document, notifying a worker, and validating readiness are separate responsibilities. Dozuki brings them into a connected process.
Dozuki captures data as workers perform the task. Digital forms, required fields, quality checks, and sign-offs create an execution record alongside the guidance.
That includes work where the evidence comes from a person: an inspection result, a recorded measurement, a completed checklist, or a supervisor's approval. These records help teams review completed work and identify recurring problems.
For manufacturers comparing Pico, the question extends beyond connected-tool output. Dozuki supports the human checks and decisions that also determine whether work was completed correctly.
Standard work reaches across production, maintenance, quality, safety, and training. Each function needs clear procedures, prepared employees, and evidence that critical steps were completed.
Dozuki provides a common foundation for those activities. Teams can build learning from the procedures they use, capture results during execution, and submit feedback where the work happens.
Workspaces organizes access and reporting by site, team, or department. That helps manufacturers expand the program while keeping each group focused on the standards and training relevant to its work.
Pico's free plan supports up to 10 operators or supervisors, three administrators, and 10 stations per site. That makes it an option for a small shop or a limited pilot.
For a broader manufacturing operation, the decision extends beyond getting instructions onto a screen. You need to train and qualify employees, keep learning aligned with procedure changes, capture execution records, and manage standards across teams and sites.
Dozuki connects those responsibilities in one platform. Compare the cost of supporting the full operation, including separate training tools, manual tracking, and supervisor follow-up, rather than the starting price of a limited deployment.
You can start with the content you already have. CreatorPro AI helps convert existing documents and videos into structured, editable guides, and Dozuki's content-conversion services provide additional authoring support.
Your process experts review the result before approval and release. Those guides can then support training and execution, giving the converted content a role beyond replacing the original document.
The goal is to reduce the authoring backlog and establish procedures your team can maintain as operations change.
Yes. A phased rollout lets you begin with a defined process, line, or team while other areas continue using the existing system.
Start with priority procedures, validate them with the people doing the work, and establish the training and execution workflow before expanding. That gives each phase a clear operational test.
Plan connected-tool workflows and historical build records separately from instructional content. A controlled transition accounts for those dependencies while allowing teams to begin improving standard work and training.